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Detection of slip during object grasping and manipulation plays a vital role in object handling. Existing solutions primarily rely on visual information to devise a strategy for grasping. However, for robotic systems to attain a level of…

机器人学 · 计算机科学 2024-04-30 Xiaohai Hu , Aparajit Venkatesh , Yusen Wan , Guiliang Zheng , Neel Jawale , Navneet Kaur , Xu Chen , Paul Birkmeyer

Grasping objects whose physical properties are unknown is still a great challenge in robotics. Most solutions rely entirely on visual data to plan the best grasping strategy. However, to match human abilities and be able to reliably pick…

机器人学 · 计算机科学 2021-09-24 Pietro Griffa , Carmelo Sferrazza , Raffaello D'Andrea

Slip detection plays a vital role in robotic manipulation and it has long been a challenging problem in the robotic community. In this paper, we propose a new method based on deep neural network (DNN) to detect slip. The training data is…

机器人学 · 计算机科学 2018-03-01 Jianhua Li , Siyuan Dong , Edward Adelson

Humans can accurately determine whether the object in hand has slipped or not by visual and tactile perception. However, it is still a challenge for robots to detect in-hand object slip through visuo-tactile fusion. To address this issue, a…

机器人学 · 计算机科学 2023-02-28 Junli Gao , Zhaoji Huang , Zhaonian Tang , Haitao Song , Wenyu Liang

The ability to perceive object slip via tactile feedback enables humans to accomplish complex manipulation tasks including maintaining a stable grasp. Despite the utility of tactile information for many applications, tactile sensors have…

机器人学 · 计算机科学 2022-07-15 Abhinav Grover , Philippe Nadeau , Christopher Grebe , Jonathan Kelly

Despite the utility of tactile information, tactile sensors have yet to be widely deployed in industrial robotics settings. Part of the challenge lies in identifying slip and other key events from the tactile data stream. In this paper, we…

机器人学 · 计算机科学 2022-07-06 Abhinav Grover , Christopher Grebe , Philippe Nadeau , Jonathan Kelly

Tactile sensing is used by humans when grasping to prevent us dropping objects. One key facet of tactile sensing is slip detection, which allows a gripper to know when a grasp is failing and take action to prevent an object being dropped.…

机器人学 · 计算机科学 2020-10-06 Jasper W. James , Nathan F. Lepora

In this paper, we propose an approach to detect incipient slip, i.e. predict slip, by using a high-resolution vision-based tactile sensor, GelSlim. The sensor dynamically captures the tactile imprints of the contact object and their changes…

机器人学 · 计算机科学 2018-11-01 Siyuan Dong , Daolin Ma , Elliott Donlon , Alberto Rodriguez

Detecting and preventing slip is a major challenge in robotic hand operation, underpinning the robot's ability to perform safe and reliable grasps. Using the robotic hand design from the authors' earlier work, a sensing and control strategy…

机器人学 · 计算机科学 2022-02-15 Negin Nikafrooz , Zachary Fuge , Alexander Leonessa

We build a low-level reflex control layer driven by fast tactile feedback for multifinger grasp stabilization. Our hybrid approach combines learned tactile slip detection with model-based internal-force control to halt in-hand slip while…

机器人学 · 计算机科学 2026-03-24 Théo Ayral , Saifeddine Aloui , Mathieu Grossard

The integration of extra-robotic limbs/fingers to enhance and expand motor skills, particularly for grasping and manipulation, possesses significant challenges. The grasping performance of existing limbs/fingers is far inferior to that of…

机器人学 · 计算机科学 2025-03-20 Naqash Afzal , Basma Hasanen , Lakmal Seneviratne , Oussama Khatib , Irfan Hussain

The ability to detect slip, particularly incipient slip, enables robotic systems to take corrective measures to prevent a grasped object from being dropped. Therefore, slip detection can enhance the overall security of robotic gripping.…

机器人学 · 计算机科学 2023-07-11 Qiang Wang , Pablo Martinez Ulloa , Robert Burke , David Cordova Bulens , Stephen J. Redmond

In essence, successful grasp boils down to correct responses to multiple contact events between fingertips and objects. In most scenarios, tactile sensing is adequate to distinguish contact events. Due to the nature of high dimensionality…

机器人学 · 计算机科学 2019-10-10 Yazhan Zhang , Weihao Yuan , Zicheng Kan , Michael Yu Wang

High resolution tactile sensing has great potential in autonomous mobile robotics, particularly for legged robots. One particular area where it has significant promise is the traversal of challenging, varied terrain. Depending on whether an…

机器人学 · 计算机科学 2023-10-13 Dexter R. Shepherd , Phil Husbands , Andy Philippides , Chris Johnson

Slip detection is essential for robots to make robust grasping and fine manipulation. In this paper, a novel dynamic vision-based finger system for slip detection and suppression is proposed. We also present a baseline and feature based…

机器人学 · 计算机科学 2021-12-28 Rajkumar Muthusamy , Xiaoqian Huang , Yahya Zweiri , Lakmal Seneviratne , Dongming Gan

Safely handling objects and avoiding slippage are fundamental challenges in robotic manipulation, yet traditional techniques often oversimplify the issue by treating slippage as a binary occurrence. Our research presents a framework that…

机器人学 · 计算机科学 2025-01-06 Neel Jawale , Navneet Kaur , Amy Santoso , Xiaohai Hu , Xu Chen

In robotic manipulation, preventing objects from slipping and establishing a secure grip on them is critical. Successful manipulation requires tactile sensors that detect the microscopic incipient slip phenomenon at the contact surface.…

机器人学 · 计算机科学 2024-02-20 Naoto Komeno , Takamitsu Matsubara

Incipient slip detection provides critical feedback for robotic grasping and manipulation tasks. However, maintaining its adaptability under diverse object properties and complex working conditions remains challenging. This article…

机器人学 · 计算机科学 2025-02-25 Mingxuan Li , Lunwei Zhang , Qiyin Huang , Tiemin Li , Yao Jiang

Tactile sensing is essential to the human perception system, so as to robot. In this paper, we develop a novel optical-based tactile sensor "FingerVision" with effective signal processing algorithms. This sensor is composed of soft skin…

机器人学 · 计算机科学 2018-10-08 Yazhan Zhang , Zicheng Kan , Yu Alexander Tse , Yang Yang , Michael Yu Wang

The existence of tactile afferents sensitive to slip-related mechanical transients in the human hand augments the robustness of grasping through secondary force modulation protocols. Despite this knowledge and the fact that tactile-based…

机器人学 · 计算机科学 2018-06-28 Karl Van Wyk , Joe Falco
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